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Keywords:panel data 

Journal Article
Where Do the Wealthiest Get Their Wealth?

An analysis using data from Norway identifies the top 0.1% of wealth accumulators and then traces how their wealth evolved from their 20s to their 50s.
The Regional Economist

Working Paper
Analysis of Multiple Long Run Relations in Panel Data Models with Applications to Financial Ratios

This paper provides a new methodology for the analysis of multiple long-run relations in panel data models where the cross-section dimension, n, is large relative to the time-series dimension, T. For panel data models with large n, researchers have focused on panels with a single long-run relationship. The main difficulty has been to eliminate short-run dynamics without generating significant uncertainty for identification of the long run. We overcome this problem by using non-overlapping sub-sample time averages as deviations from their full-sample counterpart and estimating the number of ...
Working Papers , Paper 2523

Working Paper
A Composite Likelihood Approach for Dynamic Structural Models

We describe how to use the composite likelihood to ameliorate estimation, computational, and inferential problems in dynamic stochastic general equilibrium models. We present a number of situations where the methodology has the potential to resolve well-known problems. In each case we consider, we provide an example to illustrate how the approach works and its properties in practice.
Working Paper , Paper 18-12

Working Paper
Household Consumption and Savings over the Life Cycle: The Roles of Demographics and Durables

The canonical prediction of life-cycle models, that individuals smooth consumption over their lifetime, has been mostly tested for developed countries and found little empirical support. We provide a novel, developing country perspective by analyzing patterns of life-cycle consumption, income and savings rates in India. In contrast to the U.S., Indian households exhibit no growth in nondurable consumption expenditures after adjusting for family size. We present evidence that saving for lumpy investments in consumer durables is a key driver of high savings rates and flat nondurable consumption ...
Working Papers , Paper 2537

Working Paper
Analysis of Multiple Long Run Relations in Panel Data Models with Applications to Financial Ratios

This paper provides a new methodology for the analysis of multiple long-run relations in panel data models where the cross-section dimension, n, is large relative to the time-series dimension, T. For panel data models with large n, researchers have focused on panels with a single long-run relationship. The main difficulty has been to eliminate short-run dynamics without generating significant uncertainty for identification of the long run. We overcome this problem by using non-overlapping sub-sample time averages as deviations from their full-sample counterpart and estimating the number of ...
Working Papers , Paper 2523

Working Paper
Local Projections for Applied Economics

The dynamic causal effect of an intervention on an outcome is of paramount interest to applied macro- and micro-economics research. However, this question has been generally approached differently by the two literatures. In making the transition from traditional time series methods to applied microeconometrics, local projections can serve as a natural bridge. Local projections can translate the familiar language of vector autoregressions (VARs) and impulse responses into the language of potential outcomes and treatment effects. There are gains to be made by both literatures from greater ...
Working Paper Series , Paper 2023-16

Working Paper
Local Projections

A central question in applied research is to estimate the effect of an exogenous intervention or shock on an outcome. The intervention can affect the outcome and controls on impact and over time. Moreover, there can be subsequent feedback between outcomes, controls and the intervention. Many of these interactions can be untangled using local projections. This method’s simplicity makes it a convenient and versatile tool in the empiricist’s kit, one that is generalizable to complex settings. This article reviews the state-of-the art for the practitioner, discusses best practices and ...
Working Paper Series , Paper 2024-24

Working Paper
Mean Group Distributed Lag Estimation of Impulse Response Functions in Large Panels

This paper develops Mean Group Distributed Lag (MGDL) estimation of impulse responses of common shocks in large panels with one or two cross-section dimensions. We derive sufficient conditions for asymptotic normality, and document satisfactory small sample performance using Monte Carlo experiments. Three empirical illustrations showcase the usefulness of MGDL estimators: crude oil price pass-through to U.S. city- and product-level retail prices; retail price effects of U.S. monetary policy shocks; and house price effects of U.S. monetary policy shocks.
Globalization Institute Working Papers , Paper 423

Journal Article
The Phillips Curve during the Pandemic: Bringing Regional Data to Bear

The Phillips curve appears to have held up well at the regional level during the COVID-19 era. Areas of the country that took relatively large hits to their unemployment rate and employment-population ratio during the pandemic have had lower inflation, on average, than areas that took relatively small hits. And, just as prior to the pandemic, the inverse relationship between inflation and unemployment continues to be statistically stronger for the prices of services than of goods.
Policy Hub , Volume 2021 , Issue 11

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